{"id":"W2470687697","doi":"10.2139/ssrn.2715555","title":"Business Models and Business Model Descriptions: A Research Synthesis","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Business model; Artifact-centric business process model; Business process modeling; Business rule; Business Process Model and Notation; Business; Computer science; Process management; Business process; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003351166,0.0002282911,0.000232365,0.000785857,0.0008022468,0.0004935491,0.0003487097,0.0001430822,0.00004319066],"category_scores_gemma":[0.0005473082,0.0001575129,0.000043264,0.001992835,0.0001928699,0.004940551,0.0001389858,0.0008158471,0.00008168729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003649152,"about_ca_system_score_gemma":0.001047567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002812584,"about_ca_topic_score_gemma":0.000372481,"domain_scores_codex":[0.996703,0.00003469826,0.0003899073,0.0003510149,0.0005032279,0.002018141],"domain_scores_gemma":[0.9970877,0.00008253926,0.0002049553,0.0002352118,0.002369345,0.00002025138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000111581,0.00008253498,0.0006053041,0.00005250999,0.00004561453,0.00000303543,0.00001111185,0.0008390661,0.001988412,0.9461268,0.0004345466,0.04969953],"study_design_scores_gemma":[0.000660806,0.000008708595,0.002311027,0.0002179366,0.00004556052,0.00009950895,0.0003095604,0.01698913,0.00002532895,0.9774815,0.001554552,0.0002964157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4933597,0.002132291,0.4661093,0.02439647,0.0004583091,0.000421182,0.000004329088,0.0002096074,0.01290886],"genre_scores_gemma":[0.9936711,0.00376821,0.0002271281,0.0002266373,0.0009983071,0.0000391213,0.000003095838,0.00004926695,0.001017203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5003114,"threshold_uncertainty_score":0.6423191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07151797389108673,"score_gpt":0.275521253566431,"score_spread":0.2040032796753443,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}